Ling 3.0
inclusionAI
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Papers
Open-AoE: An Open Egocentric Manipulation Dataset and Toolchain for Embodied Learning
SingGuard: A Policy-Adaptive Multimodal LLM Guardrail with Dynamic Reasoning
Team members 90 private
Extensible Guardrails for Agentic AI via Generative Reasoning and Real-Time Classification
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inclusionAI/SingGuard-NSFA-0.8B
Image-Text-to-Text ā¢ 1B ā¢ Updated ā¢ 1.79k ā¢ 7 -
inclusionAI/SingGuard-NSFA-2B
Image-Text-to-Text ā¢ 3B ā¢ Updated ā¢ 199 ā¢ 2 -
inclusionAI/SingGuard-NSFA-4B
Image-Text-to-Text ā¢ 5B ā¢ Updated ā¢ 249 ā¢ 3 -
inclusionAI/SingGuard-NSFA-9B
Image-Text-to-Text ā¢ 9B ā¢ Updated ā¢ 250 ā¢ 5
Ling-2.6 series is designed for real-world agents that require fast responses, strong execution, and high token efficiency, with several sized SKUs.
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inclusionAI/Ring-1T
Text Generation ā¢ 1000B ā¢ Updated ā¢ 278 ā¢ ā¢ 233 -
inclusionAI/Ring-flash-2.0
Text Generation ā¢ 103B ā¢ Updated ā¢ 163 ā¢ 102 -
inclusionAI/Ring-mini-2.0
Text Generation ā¢ 16B ā¢ Updated ā¢ 265 ā¢ 186 -
inclusionAI/Ring-mini-linear-2.0
Text Generation ā¢ 16B ā¢ Updated ā¢ 3.89k ā¢ 89
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LLaDA2.0-Uni: Unifying Multimodal Understanding and Generation with Diffusion Large Language Model
Paper ā¢ 2604.20796 ā¢ Published ā¢ 243 -
inclusionAI/LLaDA2.0-Uni
Any-to-Any ā¢ 16B ā¢ Updated ā¢ 3.4k ā¢ 249 -
inclusionAI/LLaDA2.0-Uni-FP8
Any-to-Any ā¢ 16B ā¢ Updated ā¢ 2.15k ā¢ 5 -
LLaDA2.0: Scaling Up Diffusion Language Models to 100B
Paper ā¢ 2512.15745 ā¢ Published ā¢ 89
Ring is a reasoning MoE LLM provided and open-sourced by InclusionAI, derived from Ling.
The Agent Runtime for Self-Improvement
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UI-Venus-1.5 Technical Report
Paper ā¢ 2602.09082 ā¢ Published ā¢ 157 -
inclusionAI/UI-Venus-1.5-30B-A3B
Image-Text-to-Text ā¢ 31B ā¢ Updated ā¢ 1.77k ā¢ 35 -
inclusionAI/UI-Venus-1.5-8B
Image-Text-to-Text ā¢ 9B ā¢ Updated ā¢ 8.88k ā¢ 29 -
inclusionAI/UI-Venus-1.5-2B
Image-Text-to-Text ā¢ 2B ā¢ Updated ā¢ 1.54k ā¢ 42
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Ming-Omni: A Unified Multimodal Model for Perception and Generation
Paper ā¢ 2506.09344 ā¢ Published ā¢ 31 -
inclusionAI/Ming-Lite-Omni
Any-to-Any ā¢ 19B ā¢ Updated ā¢ 68 ā¢ 200 -
inclusionAI/Ming-Lite-Omni-1.5
Any-to-Any ā¢ 19B ā¢ Updated ā¢ 404 ā¢ 84 -
inclusionAI/Ming-UniAudio-16B-A3B
Any-to-Any ā¢ 18B ā¢ Updated ā¢ 60 ā¢ 80
Ring
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robbyant/lingbot-world-base-cam
Image-to-Video ā¢ Updated ā¢ 341 -
robbyant/lingbot-world-base-act-preview
Image-to-Video ā¢ Updated ā¢ 21 -
robbyant/lingbot-world-fast
Image-to-Video ā¢ 19B ā¢ Updated ā¢ 26.7k ā¢ 22 -
robbyant/lingbot-world-fast-diffusers
Image-to-Video ā¢ 19B ā¢ Updated ā¢ 2.45k ā¢ 7
The newest flagship non-reasoning model series.
Ming is the multi-modal series of any-to-any models developed by Ant Ling team.
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inclusionAI/Ming-flash-omni-2.0
Any-to-Any ā¢ 104B ā¢ Updated ā¢ 2.24k ā¢ 272 -
inclusionAI/Ming-omni-tts-16.8B-A3B
Text-to-Speech ā¢ 18B ā¢ Updated ā¢ 797 ā¢ 54 -
inclusionAI/Ming-omni-tts-0.5B
Text-to-Speech ā¢ 2B ā¢ Updated ā¢ 8.47k ā¢ 38 -
inclusionAI/Ming-omni-tts-tokenizer-12Hz
Audio-to-Audio ā¢ 0.8B ā¢ Updated ā¢ 37 ā¢ 10
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Zooming without Zooming: Region-to-Image Distillation for Fine-Grained Multimodal Perception
Paper ā¢ 2602.11858 ā¢ Published ā¢ 61 -
inclusionAI/ZwZ-4B
Image-Text-to-Text ā¢ 5B ā¢ Updated ā¢ 248 ā¢ 32 -
inclusionAI/ZwZ-8B
Image-Text-to-Text ā¢ 9B ā¢ Updated ā¢ 2.55k ā¢ 49 -
inclusionAI/ZwZ-RL-VQA
Viewer ā¢ Updated ā¢ 111k ā¢ 3.1k ā¢ 17
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inclusionAI/Ling-1T
Text Generation ā¢ 1000B ā¢ Updated ā¢ 2.11k ā¢ ā¢ 544 -
inclusionAI/Ling-flash-2.0
Text Generation ā¢ 103B ā¢ Updated ā¢ 2.9k ā¢ 218 -
inclusionAI/Ling-mini-2.0
Text Generation ā¢ 16B ā¢ Updated ā¢ 19.3k ā¢ 199 -
inclusionAI/Ling-mini-2.0-GGUF
16B ā¢ Updated ā¢ 653 ā¢ 27
A collection of TwinFlow-accelerated diffusion models
GroveMoE is an open-source family of large language models developed by the AGI Center, Ant Research Institute.
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inclusionAI/Ling-lite-1.5-2507
Text Generation ā¢ 17B ā¢ Updated ā¢ 78 ā¢ 77 -
inclusionAI/Ling-lite-1.5-2506
Text Generation ā¢ 17B ā¢ Updated ā¢ 47 ā¢ 52 -
inclusionAI/Ling-lite-1.5
Text Generation ā¢ 17B ā¢ Updated ā¢ 19.7k ā¢ 57 -
inclusionAI/Ling-lite-base-1.5
Text Generation ā¢ 17B ā¢ Updated ā¢ 42 ā¢ 33
AReaL-boba-2
Ling 3.0
Extensible Guardrails for Agentic AI via Generative Reasoning and Real-Time Classification
-
inclusionAI/SingGuard-NSFA-0.8B
Image-Text-to-Text ā¢ 1B ā¢ Updated ā¢ 1.79k ā¢ 7 -
inclusionAI/SingGuard-NSFA-2B
Image-Text-to-Text ā¢ 3B ā¢ Updated ā¢ 199 ā¢ 2 -
inclusionAI/SingGuard-NSFA-4B
Image-Text-to-Text ā¢ 5B ā¢ Updated ā¢ 249 ā¢ 3 -
inclusionAI/SingGuard-NSFA-9B
Image-Text-to-Text ā¢ 9B ā¢ Updated ā¢ 250 ā¢ 5
Ring
Ling-2.6 series is designed for real-world agents that require fast responses, strong execution, and high token efficiency, with several sized SKUs.
-
robbyant/lingbot-world-base-cam
Image-to-Video ā¢ Updated ā¢ 341 -
robbyant/lingbot-world-base-act-preview
Image-to-Video ā¢ Updated ā¢ 21 -
robbyant/lingbot-world-fast
Image-to-Video ā¢ 19B ā¢ Updated ā¢ 26.7k ā¢ 22 -
robbyant/lingbot-world-fast-diffusers
Image-to-Video ā¢ 19B ā¢ Updated ā¢ 2.45k ā¢ 7
The newest flagship non-reasoning model series.
Ming is the multi-modal series of any-to-any models developed by Ant Ling team.
-
inclusionAI/Ming-flash-omni-2.0
Any-to-Any ā¢ 104B ā¢ Updated ā¢ 2.24k ā¢ 272 -
inclusionAI/Ming-omni-tts-16.8B-A3B
Text-to-Speech ā¢ 18B ā¢ Updated ā¢ 797 ā¢ 54 -
inclusionAI/Ming-omni-tts-0.5B
Text-to-Speech ā¢ 2B ā¢ Updated ā¢ 8.47k ā¢ 38 -
inclusionAI/Ming-omni-tts-tokenizer-12Hz
Audio-to-Audio ā¢ 0.8B ā¢ Updated ā¢ 37 ā¢ 10
-
Zooming without Zooming: Region-to-Image Distillation for Fine-Grained Multimodal Perception
Paper ā¢ 2602.11858 ā¢ Published ā¢ 61 -
inclusionAI/ZwZ-4B
Image-Text-to-Text ā¢ 5B ā¢ Updated ā¢ 248 ā¢ 32 -
inclusionAI/ZwZ-8B
Image-Text-to-Text ā¢ 9B ā¢ Updated ā¢ 2.55k ā¢ 49 -
inclusionAI/ZwZ-RL-VQA
Viewer ā¢ Updated ā¢ 111k ā¢ 3.1k ā¢ 17
-
inclusionAI/Ring-1T
Text Generation ā¢ 1000B ā¢ Updated ā¢ 278 ā¢ ā¢ 233 -
inclusionAI/Ring-flash-2.0
Text Generation ā¢ 103B ā¢ Updated ā¢ 163 ā¢ 102 -
inclusionAI/Ring-mini-2.0
Text Generation ā¢ 16B ā¢ Updated ā¢ 265 ā¢ 186 -
inclusionAI/Ring-mini-linear-2.0
Text Generation ā¢ 16B ā¢ Updated ā¢ 3.89k ā¢ 89
-
inclusionAI/Ling-1T
Text Generation ā¢ 1000B ā¢ Updated ā¢ 2.11k ā¢ ā¢ 544 -
inclusionAI/Ling-flash-2.0
Text Generation ā¢ 103B ā¢ Updated ā¢ 2.9k ā¢ 218 -
inclusionAI/Ling-mini-2.0
Text Generation ā¢ 16B ā¢ Updated ā¢ 19.3k ā¢ 199 -
inclusionAI/Ling-mini-2.0-GGUF
16B ā¢ Updated ā¢ 653 ā¢ 27
-
LLaDA2.0-Uni: Unifying Multimodal Understanding and Generation with Diffusion Large Language Model
Paper ā¢ 2604.20796 ā¢ Published ā¢ 243 -
inclusionAI/LLaDA2.0-Uni
Any-to-Any ā¢ 16B ā¢ Updated ā¢ 3.4k ā¢ 249 -
inclusionAI/LLaDA2.0-Uni-FP8
Any-to-Any ā¢ 16B ā¢ Updated ā¢ 2.15k ā¢ 5 -
LLaDA2.0: Scaling Up Diffusion Language Models to 100B
Paper ā¢ 2512.15745 ā¢ Published ā¢ 89
A collection of TwinFlow-accelerated diffusion models
Ring is a reasoning MoE LLM provided and open-sourced by InclusionAI, derived from Ling.
The Agent Runtime for Self-Improvement
GroveMoE is an open-source family of large language models developed by the AGI Center, Ant Research Institute.
-
UI-Venus-1.5 Technical Report
Paper ā¢ 2602.09082 ā¢ Published ā¢ 157 -
inclusionAI/UI-Venus-1.5-30B-A3B
Image-Text-to-Text ā¢ 31B ā¢ Updated ā¢ 1.77k ā¢ 35 -
inclusionAI/UI-Venus-1.5-8B
Image-Text-to-Text ā¢ 9B ā¢ Updated ā¢ 8.88k ā¢ 29 -
inclusionAI/UI-Venus-1.5-2B
Image-Text-to-Text ā¢ 2B ā¢ Updated ā¢ 1.54k ā¢ 42
-
inclusionAI/Ling-lite-1.5-2507
Text Generation ā¢ 17B ā¢ Updated ā¢ 78 ā¢ 77 -
inclusionAI/Ling-lite-1.5-2506
Text Generation ā¢ 17B ā¢ Updated ā¢ 47 ā¢ 52 -
inclusionAI/Ling-lite-1.5
Text Generation ā¢ 17B ā¢ Updated ā¢ 19.7k ā¢ 57 -
inclusionAI/Ling-lite-base-1.5
Text Generation ā¢ 17B ā¢ Updated ā¢ 42 ā¢ 33
AReaL-boba-2
-
Ming-Omni: A Unified Multimodal Model for Perception and Generation
Paper ā¢ 2506.09344 ā¢ Published ā¢ 31 -
inclusionAI/Ming-Lite-Omni
Any-to-Any ā¢ 19B ā¢ Updated ā¢ 68 ā¢ 200 -
inclusionAI/Ming-Lite-Omni-1.5
Any-to-Any ā¢ 19B ā¢ Updated ā¢ 404 ā¢ 84 -
inclusionAI/Ming-UniAudio-16B-A3B
Any-to-Any ā¢ 18B ā¢ Updated ā¢ 60 ā¢ 80